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• Rectify Evaluation Preference: Improving LLMs’ Critique on Math Reasoning via Perplexity-aware Reinforcement Learning

  Changyuan Tian, Zhicong Lu, Shuang Qian, Nayu Liu, Peiguang Li, Li Jin, Leiyi Hu, Zhizhao Zeng, Sirui Wang, Ke Zeng, Guozhi Cas

  33241-33249

  2026-03-14

• DPRM: A Dual Implicit Process Reward Model in Multi-Hop Question Answering

  Xinyi Wang, Yiping Song, Zhiliang Tian, Bo Liu, Tingjin Luo, Minlie Huang

  33683-33691

  2026-03-14

• REFO: Reinforced Evolutionary Faithfulness Optimization for Large Language Models

  Yi Wang, Xiaqiang Tang, Keyu Hu, Haojie Lu, Sihong Xie

  33701-33709

  2026-03-14

• Eliciting Chain-of-Thought in Base LLMs via Gradient-Based Representation Optimization

  Zijian Wang, Yanxiang Ma, Chang Xu

  33782-33790

  2026-03-14

• AdaMCoT: Rethinking Cross-Lingual Factual Reasoning Through Adaptive Multilingual Chain-of-Thought

  Zheng Weihua, Xin Huang, Zhengyuan Liu, Tarun Kumar Vangani, Bowei Zou, Xiyan Tao, Yuhao Wu, AiTi Aw, Nancy F. Chen, Roy Ka-Wei Lee

  33863-33871

  2026-03-14

• LAMDAS: LLM as an Implicit Classifier for Domain-specific Data Selection

  Jian Wu, Hang Yu, Bingchang Liu, Yang Wenjie, Peng Di, Jianguo Li, Yue Zhang

  33917-33925

  2026-03-14

• A Disease-Aware Dual-Stage Framework for Chest X-ray Report Generation

  Puzhen Wu, Hexin Dong, Yi Lin, Yihao Ding, Yifan Peng

  33953-33961

  2026-03-14

• MetaAct-RL: Training Language Models for Reasoning Through Meta-Action-Based Reinforcement Learning

  Zhiheng Xi, Yuhui Wang, Yiwen Ding, Guanyu Li, Senjie Jin, Shichun Liu, Jixuan Huang, Dingwen Yang, Jiafu Tang, Boyang Hong, Junjie Ye, Shihan Dou, Ming Zhang, Jian Guan, Wei Wu, Rui Zheng, Tao Gui, Qi Zhang, Xuanjing Huang

  34006-34015

  2026-03-14

• KALL-E: Autoregressive Speech Synthesis with Next-Distribution Prediction

  Kangxiang Xia, Xinfa Zhu, Jixun Yao, Wenjie Tian, Wenhao Li, Lei Xie

  34016-34024

  2026-03-14

• AgriEval: A Comprehensive Chinese Agricultural Benchmark for Large Language Models

  Lian Yan, Haotian Wang, Chen Tang, Haifeng Liu, Tianyang Sun, Liangliang Liu, Yi Guan, Jingchi Jiang

  34205-34213

  2026-03-14

• SASST: Leveraging Syntax-Aware Chunking and LLMs for Simultaneous Speech Translation

  Zeyu Yang, Lai Wei, Roman Koshkin, Xi Chen, Satoshi Nakamura

  34358-34367

  2026-03-14

• LangGPS: Language Separability Guided Data Pre-Selection for Joint Multilingual Instruction Tuning

  Yangfan Ye, Xiaocheng Feng, Xiachong Feng, Lei Huang, Weitao Ma, Qichen Hong, Yunfei Lu, Duyu Tang, Dandan Tu, Bing Qin

  34450-34458

  2026-03-14

• Discovering Decoupled Functional Modules in Large Language Models

  Yanke Yu, Jin Li, Ying Sun, Ping Li, Zhefeng Wang, Yi Zheng

  34503-34511

  2026-03-14

• SlideTailor: Personalized Presentation Slide Generation for Scientific Papers

  Wenzheng Zeng, Mingyu Ouyang, Langyuan Cui, Hwee Tou Ng

  34584-34592

  2026-03-14

• Safety Alignment of Large Language Models via Contrasting Safe and Harmful Distributions

  Xiaoyun Zhang, Zhengyue Zhao, Wenxuan Shi, Kaidi Xu, Di Huang, Xing Hu

  34827-34835

  2026-03-14

• ShadeEdit: A Utility-Preserving and Defense-Evasive Knowledge Manipulation Attack in Federated LLMs

  Xu Zhang, Hangcheng Liu, Shangwei Guo, Shudong Zhang, Tianwei Zhang, Tao Xiang

  34845-34853

  2026-03-14

• GenPRM: Scaling Test-Time Compute of Process Reward Models via Generative Reasoning

  Jian Zhao, Runze Liu, Kaiyan Zhang, Zhimu Zhou, Junqi Gao, Dong Li, Jiafei Lyu, Zhouyi Qian, Biqing Qi, Xiu Li, Bowen Zhou

  34932-34940

  2026-03-14

• AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning

  Xuyang Zhao, Shiwan Zhao, Hualong Yu, Liting Zhang, Qicheng Li

  34985-34993

  2026-03-14

• P2S: Probabilistic Process Supervision for General-Domain Reasoning Question Answering

  Wenlin Zhong, Chengyuan Liu, Yiquan Wu, Bovin Tan, Changlong Sun, Yi Wang, Xiaozhong Liu, Kun Kuang

  35076-35084

  2026-03-14

• What to Ask Next? Probing the Imaginative Reasoning of LLMs with TurtleSoup Puzzles

  Mengtao Zhou, Sifan Wu, Huan Zhang, Qi Sima, Bang Liu

  35130-35138

  2026-03-14

• Note2Chat: Improving LLMs for Multi-Turn Clinical History Taking Using Medical Notes

  Yang Zhou, Zhenting Sheng, Mingrui Tan, Yuting Song, Jun Zhou, Yu Heng Kwan, Lian Leng Low, Yang Bai, Yong Liu

  35149-35157

  2026-03-14

• SubGCache: Accelerating Graph-based RAG with Subgraph-level KV Cache

  Qiuyu Zhu, Liang Zhang, Qianxiong Xu, Cheng Long, Jie Zhang

  35204-35212

  2026-03-14

• Privacy Preserving In-Context-Learning Framework for Large Language Models

  Bishnu Bhusal, Manoj Acharya, Ramneet Kaur, Colin Samplawski, Anirban Roy, Adam D. Cobb, Rohit Chadha, Susmit Jha

  35303-35312

  2026-03-14

• Machine Pareidolia: Protecting Facial Image with Emotional Editing

  Binh M. Le, Simon S. Woo

  35580-35588

  2026-03-14

• MSAT-LDM: Toward Transferable High-Fidelity Watermarking for Latent Diffusion Model via Modular Self-Augmented Training

  Lu Zhang, Liang Zeng

  36048-36056

  2026-03-14